{"id":"W4400280979","doi":"10.20360/langandlit29742","title":"Pandemic Considerations in Literacy Research &amp; Teaching","year":2024,"lang":"en","type":"article","venue":"Language and Literacy","topic":"Educational Curriculum and Learning Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of New Brunswick","funders":"","keywords":"Pandemic; Literacy; Sociology; Mathematics education; Coronavirus disease 2019 (COVID-19); Pedagogy; Psychology; Medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003965517,0.00005790879,0.00007850352,0.0002364436,0.0004758953,0.000698148,0.00005309372,0.00005817689,0.0006930358],"category_scores_gemma":[0.002130588,0.00005147656,0.00002501511,0.0003103571,0.0001007197,0.0004986953,0.000026916,0.0006182038,0.00006580388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005185559,"about_ca_system_score_gemma":0.0001711309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005029141,"about_ca_topic_score_gemma":0.0008037547,"domain_scores_codex":[0.9978704,0.001316069,0.0001446109,0.0002094125,0.0002182128,0.0002412349],"domain_scores_gemma":[0.9971657,0.002578561,0.00001277039,0.00009983879,0.00006413565,0.00007895612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001534538,0.00003271399,0.02963255,0.00002983798,0.000004780444,0.00004739474,0.8035457,0.000001267804,0.0002722401,0.09336994,0.002844247,0.07021778],"study_design_scores_gemma":[0.00008175134,0.00001134039,0.01718553,0.0002787668,0.000004656248,0.00001583793,0.01950571,0.00006154818,0.000003902598,0.01582166,0.9469035,0.0001257635],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.957046,0.01131637,0.00009366716,0.003677249,0.0002613227,0.000115272,0.000003482599,0.00008736109,0.02739921],"genre_scores_gemma":[0.9776176,0.0001132395,0.00560303,0.000252473,0.0006742617,0.00002075417,0.00001413262,0.000007627951,0.01569684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9440593,"threshold_uncertainty_score":0.7602591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09270120284730887,"score_gpt":0.527684213948494,"score_spread":0.4349830111011851,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}